Medical images classification using deep learning: a survey

R Kumar, P Kumbharkar, S Vanam… - Multimedia Tools and …, 2024 - Springer
Deep learning has made significant advancements in recent years. The technology is
rapidly evolving and has been used in numerous automated applications with minimal loss …

Classification of brain tumors from MR images using deep transfer learning

Ö Polat, C Güngen - The Journal of Supercomputing, 2021 - Springer
Classification of brain tumors is of great importance in medical applications that benefit from
computer-aided diagnosis. Misdiagnosis of brain tumor type will both prevent the patient …

Automatic brain tumor detection using CNN transfer learning approach

VK Bairagi, PP Gumaste, SH Rajput… - Medical & Biological …, 2023 - Springer
Automatic brain tumor detection is a challenging task as tumors vary in their position, mass,
nature, and similarities found between brain lesions and normal tissues. The tumor detection …

Brain Tumor Classification using Deep learning based Novel Hybrid Approach

S Jain, P Jaidka - 2023 2nd International Conference on Edge …, 2023 - ieeexplore.ieee.org
Brain imaging cancers are classified using machine learning techniques. This research
study suggests a method to extract deep image characteristics using a customized SVM …

The proposition of Possibilistic sigmoid features and the Shannon-Hanman transform classifier along with the pervasive learning model for the classification of brain …

P Asthana, M Hanmandlu, S Vashisth - Multimedia Tools and Applications, 2022 - Springer
As part of developing a computer-aided diagnosis system for the early
detection/classification of brain tumors, this paper presents an Information set-based …

Multi-Class Classification Framework for Brain Tumor MR Image Classification by Using Deep CNN with Grid-Search Hyper Parameter Optimization Algorithm

N Mukkapati, MS Anbarasi - International Journal of Computer …, 2022 - koreascience.kr
Histopathological analysis of biopsy specimens is still used for diagnosis and classifying the
brain tumors today. The available procedures are intrusive, time consuming, and inclined to …

Performance analysis of various deep learning techniques for brain tumor classification

P Jaidka, S Jain - 2023 International Conference on Power …, 2023 - ieeexplore.ieee.org
Brain MRI image tumors are classified using machine learning techniques in which features
are extracted and given to the classifier for the classification task. The manual extraction of …